StatisticalRethinkingJulia/StructuralCausalModels.jl

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StatisticalRethinkingJulia/StructuralCausalModels.jl

StatisticalRethinkingJulia

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Initial look at directed acyclic graph (DAG) based causal models in regression.

StatisticalRethinking.jl

Julia package with selected functions in the R package `rethinking`. Used in the SR2... projects.

TuringModels.jl

Implementations of the models from the Statistical Rethinking book with Turing.jl

SR2TuringPluto.jl

StatisticalRethinking notebook project using Turing and Pluto notebooks (derived from Max Lapan's Jupyter project)

StatisticsWithJuliaPlutoNotebooks.jl

Pluto notebooks accompanying the book Statistics With Julia (https://statisticswithjulia.org).

MCMCBenchmarks.jl

Comparing performance and results of mcmc options using Julia

DynamicHMCModels.jl

DynamicHMC versions of StatisticalRethinking models

SR2StanPluto.jl

StatististicalRethinking notebook project using Stan and Pluto notebooks.

StanModels.jl

Stan versions of StatisticalRethinking models.

ParetoSmoothedImportanceSampling.jl

WAIC and PSIS model comparison methods as explained in Statistical Rethinking.

StatsModelComparisons.jl

Model comparison functions for statistical models as used in StatisticalRethinking. Version 2 will likely use or be based on ParetoSmooth.jl.

MCMCBenchmarkSuite.jl

StatisticalRethinkingPlots.jl

Plots based plotting functions for StatisticalRethinking